Abstract : Obesity has reached epidemic proportions worldwide in both adult and childhood populations and is now recognized as a major public health issue. Obesity is associated with higher incidence of cardiometabolic complications including type 2 diabetes (T2D), dyslipidemia and hypertension as well as with increased health care costs. The fetal environment now appears, with genetics and the environment, as one cause of the obesity epidemic. Indeed, according to the fetal programming hypothesis, newborns exposed to a detrimental fetal environment are more susceptible to develop obesity, T2D and other related chronic disorders when they become teenagers or adults. Many studies have associated gestational diabetes mellitus (GDM) exposure with these long-term metabolic health risks for the newborn. Although, numerous studies show epidemiological evidence to support the fetal programming hypothesis, only a few studies have been undertaken to understand the underlying molecular mechanisms. However, several studies now suggest that epigenetics may be involved. The objective of this thesis is to study changes in DNA methylation, the more stable and studied epigenetic system, in newborns that have been exposed to GDM in utero. First, a genome-wide DNA methylation analysis (BeadChip) was performed in a sample set of 44 placenta and cord blood samples to identify genes and metabolic pathways dysregulated by GDM. This approach showed that genes epigenetically affected by GDM are predominantly involved in metabolic diseases. The associations between maternal glycemia and DNA methylation levels were confirmed, in an independent birth cohort, for BRD2, LRP1B and CACNA1D gene loci involved in the regulation of lipid and glucose metabolism and the renin-angiotensin system respectively. Then, using a candidate gene approach we reported that DNA methylation levels at gene loci involved in lipid metabolism (LPL and ABCA1) are modified in the placenta following exposure to GDM. Furthermore, analyses of LEP and ADIPOQ DNA methylation levels in blood and adipose tissues of severely obese men and women allowed the identification of CpG sites that might be used in blood as a marker of obesity susceptibility. Altogether the results of this thesis show that GDM affects the epigenetic signature of genes involved in metabolic disease pathways (energy and lipid metabolism) and support the role of DNA methylation in metabolic health programming of the newborn exposed to GDM.